At Dar Al-Handasah, I build production multi-agent systems on AIDA, the firm-wide AI platform, serving hundreds of users across three departments. I also designed and operate a model-agnostic on-premise LLM stack, with model selection guided by golden-set benchmarks against Azure OpenAI.
I built a human-in-the-loop capability for agents and developed a BoQ cost-intelligence system that cut cost engineers’ lookups from up to half a day to minutes. My work also spans enterprise document parsing, Arabic NLP, and adaptive learning systems built with knowledge graphs and LLM orchestration.

